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Question I have a question about using a poca trainer.

Discussion in 'ML-Agents' started by xogur6889, Apr 21, 2021.

  1. xogur6889

    xogur6889

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    I studied and understood the ppo algorithm, the basic algorithm of ml-agents. However, I am not sure how the poca trainer was implemented in ML-Agents. I have read two papers on multi-agent. Is it right that poca trainer centralize policies and take action separately? I need details. Thank you!
     
  2. celion_unity

    celion_unity

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    Hi @xogur6889,
    The POCA algorithm was developed by the ML-Agents research team. They're working on an arxiv submission, but it's not ready yet. I'll see if there are any other details that they can share sooner...
     
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  3. celion_unity

    celion_unity

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    I talked to the research folks some more. The high-level explanation is that POCA trains a group of agents to maximize a shared common reward. It also supports the removal/addition of agents during runtime, which I believe is not handled by other multi-agent trainers.

    The POCA trainer trains policies in a centralized way, but each policy acts independently during inference.
     
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  4. xogur6889

    xogur6889

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    Thank you for your help. I look forward to other details.
     
  5. xogur6889

    xogur6889

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    I didn't know about this fact. Thank you, but I wonder how you implemented it. Is it possible?
     
  6. xogur6889

    xogur6889

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  7. celion_unity

    celion_unity

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    The team is still working on a submission to arxiv, and there's nothing else to share right now. When the arvix paper is available, I'll update you.
     
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  8. xogur6889

    xogur6889

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    Thanks!!! I'll just wait. hahaha:):):):)
     
  9. unity_Alisa

    unity_Alisa

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    Hi! Is there any news already?
     
  10. ice_creamer

    ice_creamer

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    hello,about this paper,there is RSA information. But I cant find the setting in ....yaml